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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Webdriverio Webdriverio Cloud Service Integration
- Workflow:Neuml Txtai Model Training
- Workflow:Intel Ipex llm vLLM Serving
- Workflow:SeleniumHQ Selenium Browser Session Setup
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Teamcapybara Capybara Form Testing
- Workflow:Microsoft DeepSpeedExamples ZeRO Inference
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Mlflow Mlflow Prompt Management
Principles
- Principle:Snorkel team Snorkel Slice Aware Data Preparation
- Principle:Ggml org Llama cpp Multimodal Input Preparation
- Principle:Confident ai Deepeval Documentation Site Configuration
- Principle:Hiyouga LLaMA Factory Gradient Checkpointing Theory
- Principle:Neuml Txtai Search Explainability
- Principle:Alibaba MNN PyMNN Installation
- Principle:Shiyu coder Kronos Predictor Finetuning
- Principle:Huggingface Transformers Device Mesh Topology
- Principle:FlagOpen FlagEmbedding Retrieval Augmented Evaluation
- Principle:LLMBook zh LLMBook zh github io Causal LM Model Initialization
Implementations
- Implementation:Puppeteer Puppeteer Browser Version
- Implementation:Huggingface Optimum Logging
- Implementation:DistrictDataLabs Yellowbrick PrePredict
- Implementation:Datahub project Datahub Entity Mutable Patch
- Implementation:EvolvingLMMs Lab Lmms eval TUI App Component
- Implementation:DevExpress Testcafe TestCafe Configuration Options
- Implementation:Ggml org Llama cpp TTS Outetts
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Factory
- Implementation:Datahub project Datahub PendingMutationsException
- Implementation:Puppeteer Puppeteer Errors
Heuristics
- Heuristic:Unstructured IO Unstructured PDF Element Sorting
- Heuristic:Elevenlabs Elevenlabs python Client Timeout Configuration
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:InternLM Lmdeploy OOM Troubleshooting
- Heuristic:Haosulab ManiSkill Num Envs Backend Selection
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Google deepmind Mujoco Thread Pool Configuration
- Heuristic:Alibaba MNN Warning Deprecated Winograd Codegen
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
Environments
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Kubeflow Kubeflow Kubectl Kustomize CLI Environment
- Environment:Nautechsystems Nautilus trader Asyncio Uvloop Event Loop
- Environment:Haosulab ManiSkill Motion Planning Deps
- Environment:Openai CLIP Python Dependencies
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Langgenius Dify Python Backend Environment
- Environment:Openai Whisper PyTorch CUDA
- Environment:Webdriverio Webdriverio Browser Driver Environment
- Environment:Eric mitchell Direct preference optimization PyTorch CUDA